Blog & Research

Thinking from the frontier of autonomous IT operations.

Research, engineering deep-dives, customer stories, and industry analysis from the AAQUILIX team.

Featured · Research

Why 70% of Enterprise IT Incidents Can Be Resolved Without Human Intervention

A data-driven analysis of 2.4 million alerts across six industries shows that the majority of L1 and L2 incidents follow predictable patterns — and are prime candidates for autonomous resolution.

AK
Arjun Kumar
12 May 2026 · 9 min read
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70%
of enterprise incidents resolved without human intervention
Engineering12 min read

GoalSet Architecture: How Policy-First AI Governs Autonomous Actions

A deep dive into AAQUILIX's GoalSet engine — the layer that sits between AI intent and execution, ensuring eve

GoalSetArchitectureGovernance
5 May 2026
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Research11 min read

Benchmarking AI Autonomous Resolution Rates Across 6 Industries

Banking achieves 68% autonomous resolution. Healthcare reaches 72%. Retail peaks at 75% during high-traffic ev

BenchmarksResearchIndustry
28 Apr 2026
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Industry7 min read

The True Cost of Alert Fatigue in Enterprise IT Operations

The average enterprise NOC receives 1,000–1,500 alerts per day. 70% are false positives. We calculate the real

Alert FatigueNOCEnterprise
21 Apr 2026
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Engineering10 min read

Client-Local AI: Why Data Sovereignty Demands On-Premise Intelligence

Sending infrastructure telemetry to a cloud AI introduces latency, compliance risk, and a single point of fail

Data SovereigntyArchitectureSecurity
14 Apr 2026
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Customer Stories8 min read

From 1,200 Alerts/Day to 87% Auto-Resolution: A Tier-1 Banking Case Study

A top-5 Indian private bank ran AAQUILIX in observe mode for 7 days, then activated L1 automation. Oracle bloc

BankingCase StudyOracle
7 Apr 2026
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Product5 min read

AAQUILIX 2.1: L2 Automation, Razorpay Payments, and the New Client Portal

What's new in AAQUILIX 2.1 — full L2 autonomous remediation, dual payment gateway (Stripe + Razorpay), enhance

ReleaseProductL2 Automation
1 Apr 2026
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Industry8 min read

AIOps vs. Traditional MSP: A Total Cost of Ownership Comparison

Traditional MSP pricing ties cost to headcount and ticket volume. Unit-based AI pricing flips the model. We co

TCOMSPPricing
24 Mar 2026
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Engineering14 min read

Closed RAG vs. Open RAG: Choosing the Right Knowledge Architecture for IT Automation

Private knowledge bases excel at high-confidence resolution for known patterns. External LLMs handle novel inc

RAGLLMKnowledge Architecture
17 Mar 2026
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Research & Whitepapers

In-depth research for enterprise IT leaders.

Whitepaper48 pages

State of Enterprise AIOps 2026

Survey of 400 enterprise IT leaders across banking, healthcare, manufacturing, and telecom. Covers automation maturity, AI adoption barriers, and ROI expectations.

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Framework32 pages

AI Governance in IT Operations: A Framework for CISO-Signed Policies

A practical governance framework for enterprise CISOs implementing autonomous IT operations. Covers risk classification, approval gates, audit logging, and compliance alignment.

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ROI Report24 pages

ROI Analysis: Policy-First AI vs. Traditional NOC Models

Quantitative ROI model comparing AAQUILIX against traditional NOC staffing at 100, 500, and 2,000 managed units. Includes TCO, MTTR reduction, and engineer redeployment value.

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Framework20 pages

The Autonomous IT Operations Maturity Model

A five-stage maturity model from observe-only through fully autonomous operations. Includes assessment criteria, adoption timeline benchmarks, and governance checkpoints.

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